{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dba = pd.read_csv('/Users/Alex/Coding/weather_db/Data/dba.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_date_object(date):\n",
    "    return datetime.date(int(date[:4]), int(date[5:7]), int(date[8:]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "dba[\"month\"] = dba.date.apply(lambda x: get_date_object(x).month)\n",
    "dba[\"day_of_month\"] = dba.date.apply(lambda x: get_date_object(x).day)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "seg_dba_list = []\n",
    "for region in dba.region.unique():\n",
    "    seg_dba_list.append(dba[dba.region == region])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "seg_dba_list[0];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "seg_dba_list = [seg_dba.append(seg_dba, ignore_index=True) for seg_dba in seg_dba_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "seg_dba_list[0].iloc[0];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "for x in range(2,31,2):\n",
    "    for seg_dba in seg_dba_list:\n",
    "        seg_dba[\"rolling_normal_high_{}days\".format(x)] = (\n",
    "            seg_dba.normal_high.rolling(\n",
    "                window=x,\n",
    "                min_periods=1,\n",
    "                center=True,\n",
    "            )\n",
    "            .mean()\n",
    "            .round(1)\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "seg_dba_list = [seg_dba.iloc[181:(181+365)] for seg_dba in seg_dba_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "dba_rolled = pd.concat(seg_dba_list, ignore_index=True).drop(\n",
    "    [\"date\", \"province\"], axis=1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x115410588>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AAPluFwCFZZXdWltERERERESkpygEkqiqugAhE9KbHINqqxLoSHU4KMnqoBIo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\n7SG+0PIj+Nu7IN0D19wdaezcT1F+euwaq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mXtplouXTy194P2RFj0SVj/C9i3A7JnAPF7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\npe0fKRgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dba_rolled[dba_rolled.region=='Whistler'][['rolling_normal_high_2days', 'rolling_normal_high_20days', ]].plot(figsize=(20,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x112794c50>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KtyydLgrdqHVpweRK3BTWhHdu7UBuQUm1YrIzDAZFXLw9kY09nZk1oRstznES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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dba_rolled[dba_rolled.region=='Gatineau'][['rolling_normal_high_2days', 'rolling_normal_high_20days', ]].plot(figsize=(20,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#dba_rolled.to_csv('/Users/Alex/Coding/weather_db/Data/dba_rolled.csv')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
